Introduction to Artificial Intelligence 人工智慧概論
Taipei Tech 人工智慧概論 Playlist
Topic | Learning Objectives | Slides | Code | Video | ||
---|---|---|---|---|---|---|
Course Requirements |
|
|||||
Textbooks & Reference | ||||||
0 | Past, Present, and Future of AI 人工智慧的前世今生與未來 |
|
||||
1 | What is AI? 人工智慧是什麼? |
|
||||
2 | Machine Learning 機器怎麼學習? |
|
classifiers | |||
3 | Applied Math 機器學習中的數學 |
|
||||
Applied Math 機器學習中的數學 (參考資料) |
Linear Algebra
|
|||||
Probability
|
||||||
Simple Python Tutorial on Colab 無痛Python程式教學 |
|
|||||
4 | Supervised Learning 監督式學習 |
|
classifiers regressors | |||
5 | Unsupervised Learning 非監督式學習 |
|
||||
演講: 陳昇瑋 人工智慧在臺灣:產業轉型的契機與挑戰 |
slide | |||||
AI Cloud Service 雲端AI訓練服務 |
|
|||||
6 | Free AI Training Tools 免費的AI訓練工具 & |
|
IMDB_review financial_news house_pricing |
|||
7 | Convolutional Neural Networks (CNN) and Image Recognition 捲積神經網路與影像辨識 |
|
||||
Mock Exam 期中考模擬考題 |
||||||
8 | Natural Language Processing (NLP) 自然語言處理 |
|
||||
9 | RNN & LSTM 遞迴式神經網路 |
|
||||
9-1 | Stock Prediction using LSTM | |||||
10 | Attention & Transformer |
|
||||
11 | Generative Adversarial Networks (GAN) AI藝術大師 - 生成對抗網路 |
|
||||
12 | Object Detection 物件偵測 |
|
||||
13 | Deep Reinforcement Learning (DRL) 擊敗棋王 - 深度強化學習 |
|
||||
14 | AlphaGo Documentary (2017) AlphaGo世紀對決紀錄片 |
|||||
15 | Deep Learning in Medical Imaging 醫療影像辨識 |
|